Topology-preserving transfer learning for weakly-supervised anomaly detection and segmentation.

Shenxing Wei,Xing Wei, Muhammad Rifki Kurniawan,Zhiheng Ma,Yihong Gong

Pattern Recognit. Lett.（2023）

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摘要

•Naïve transfer techniques lead to feature space collapse in anomaly detection and segmentation area.•Topology-preserve constraint can mitigate collapse conspicuously.•Significant improvement over previous methods on BTAD and CIFAR100/10 datasets.

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关键词

Anomaly detection, Transfer learning, Weakly-supervised learning, Topology preservation

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